Article

Review AI-generated code

GitHub · GitHub Docs Free Beginner

An official, plain checklist for the skill your short answer insists on: reading and testing what the AI writes before you trust it. It names the specific things to look for, from invented dependencies to logic that looks right but is subtly wrong. Keep it open the first several times you accept AI code into your app.

  • AI code always looks right, so review it for behavior, not appearance
  • Check that suggested libraries and packages actually exist and are maintained
  • Trace edge cases and access rules by hand, tests should fail if behavior is wrong
Open on docs.github.com ↗

The question it answers

  1. How do I use AI code generation tools like Cursor to go beyond what pure no-code allows without becoming a full-time developer?

Read with it

  1. 200+ candid conversations with Indian founders and investors on how they actually found their idea, spotted a trend, and... Apple Podcasts Podcast · podcast series (45-90 min episodes) The Neon Show (formerly 100x Entrepreneur) Siddhartha Ahluwalia
  2. A leading early-stage Indian VC firm answering the questions founders wish they could ask a VC face-to-face, including how they... Prime Venture Partners Podcast Podcast · 30-50 min per episode Prime Venture Partners Podcast: Fundraising Masterclass for Founders Prime Venture Partners
  3. This is the two sentence post that named the whole category you are deciding about, from an OpenAI co-founder. Read it to... Andrej Karpathy (X) Thread · 1 min read The original "vibe coding" tweet Andrej Karpathy
  4. A clear, tool by tool guide to turning an idea into a working prototype in minutes, aimed at people who do not code. It sorts... Lenny's Newsletter Article · 25 min read A guide to AI prototyping for product managers Colin Matthews
  5. This is the clearest working mental model for exactly your situation: treat the AI as a fast, over-confident pair programmer... Simon Willison's Weblog Essay · 20 min read Here's how I use LLMs to help me write code Simon Willison
  6. Osmani is a Google engineering leader, and this book draws the exact line your question cares about: the spectrum from... O'Reilly (beyond.addy.ie) Book Beyond Vibe Coding: From Coder to AI-Era Developer Addy Osmani
eChai Partner Brands The partnership →